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Performance Modeling of Storage Devices Using Machine Learning (2006)  (Make Corrections)  
Mengzhi Wang



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Abstract: Performance models of storage devices make it possible to evaluate storage resource configurations e#ciently, allowing systems to search automatically a large number of candidates before locating an optimal or near-optimal one. This thesis explores the feasibility of using machine learning techniques to build such performance models. The models are constructed through "training", during which the model construction algorithm observes storage devices under a set of training traces and builds the ... (Update)

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1.1:   A Modular, Analytical Throughput Model for Modern Disk Arrays - Uysal, Alvarez, Merchant (2001)   (Correct)
0.9:   Modeling the Relative Fitness of Storage Devices - Michael Mesnier Intel   (Correct)

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BibTeX entry:   (Update)

@misc{ wang-performance,
  author = "Mengzhi Wang",
  title = "Performance Modeling of Storage Devices Using Machine Learning",
  url = "citeseer.ist.psu.edu/wang06performance.html" }
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